Sixth Insight - The Hidden C in Data

Sixth Insight - The Hidden C in Data

The Wheels of Ticketing - Desk Stories

The Hidden C in Data

[Importance of clean data]


Data cleaning

Data cleaning ensures ticketing systems' data is accurate, consistent, and complete. This process includes eliminating duplicates, fixing errors, and addressing missing information.
Quote
Clean data is happy data.

Why is data cleaning so important?

Data cleaning eliminates errors, inconsistencies, and duplicates within data, resulting in increased accuracy. Tools are available to help you swiftly address data issues. Enhancing accuracy enables the extraction of reliable insights. Inconsistent or inaccurate data can lead to misleading results, poor decision-making, and ineffective strategies.

Data hygiene

Data hygiene in a ticketing system refers to the processes and practices involved in maintaining accurate, complete, and consistent information. This is crucial for ensuring that customer support operations run smoothly and effectively.


  • Data accuracy
  • Data completeness
  • Data consistency
  • Data deduplication
  • Regular data audits


By prioritizing data hygiene, organizations can improve the efficiency of their support teams, enhance the quality of customer service, and gain valuable insights from reliable data analytics.

A story for better interpretation

Scrub your data clean

Once upon a time, a small but dedicated team in a tech company managed customer support through a ticketing system called "HelpNow." As the company grew, so did its customer base, leading to an overwhelming influx of support tickets. Although the team worked diligently, the increase in tickets created clutter. 
 
Once efficient, the HelpNow system became cluttered with old tickets, unresolved issues, and duplicate requests. Customer satisfaction started to decline as users waited longer for their problems to be resolved. Frustration lingered not only in the hearts of customers but also within the support team, which they found increasingly challenging to navigate through the cluttered ticketing system.
 
One day, the team lead, Joey, called for a meeting to address the urgent situation. "We need to scrub our data clean," he announced. The team discussed various strategies, but he had a vision of what needed to be done and a systematic approach to decluttering their HelpNow system.
 
The initial step entailed thoroughly reviewing and categorizing all existing support tickets utilizing a custom view. The team reached a consensus to archive tickets over six months old and lacked follow-up, as these were likely associated with resolved issues. To ensure efficient progress, they established a clear deadline for this undertaking, fully aware that collaborative effort and focused teamwork were essential for effectively addressing the backlog. Their strategic approach aimed to organize the current workload and foster a more streamlined process for ticket management.
 
Joey organized a “Scrub-a-thon” a week later, encouraging everyone to join forces. Each team member was assigned a category of tickets to review. Deleting duplicates became a friendly competition. Teams found ways to delete tickets using mass updates and automation, rewarding those who could clear the most entries. They quickly learned that many tickets had been created multiple times due to customers submitting the same request across different channels.
 
During this process, the team discovered an unexpected treasure trove of information. Many old tickets contained insightful feedback about the product, creating a new FAQ section that addressed common user questions. They also realized that some bugs needed urgent attention, leading to prioritized fixes for the product.
 
As the Scrub-a-thon continued, the team also acknowledged the importance of customer communication. They crafted an email update to inform customers about their efforts to improve support quality. Customers appreciated the transparency and felt confident that their concerns were being taken seriously.
 
After two weeks of hard work, their system was transformed. The volume of tickets had been dramatically reduced, and the remaining tickets were prioritized and categorized effectively for quicker solutions. Customer agents could easily navigate the system and focus on resolving issues rather than wading through a digital maze.
 
Reports generated from the cleaned data helped Joey and her team identify trends in customer inquiries and revamp their product support resources accordingly. Inspired by their findings, they implemented a new self-service help widget to empower users with immediate solutions. 
 
The results were incredible: response times dropped, customer satisfaction surged, and the support team thrived in their more organized environment. The HelpNow system became a case study in transforming mess into clarity, demonstrating the power of scrubbing away the unnecessary to unveil the valuable.

Best practices

Scheduled data audits

Scheduled data audits are the systematic process of regularly reviewing and analyzing data within a specific timeframe to ensure accuracy, compliance, quality, and relevance. This practice is essential for businesses and organizations to maintain the integrity of their data, identify errors, and ensure adherence to regulations and standard policies.

Removing inaccurate data entries

Removing inaccurate data entries means eliminating incorrect, erroneous, or misleading information entered into a system. These inaccuracies can occur for various reasons, including human error, technological glitches, data migration issues, or a lack of standardized procedures. 

Setting up field validations

Setting up field validations is crucial in ensuring data integrity and enhancing the user experience in any application. Field validations check users' input to ensure it meets specific criteria before being processed or saved. Validation rules in Zoho Desk help you overcome this problem by arresting incorrect data even before it can enter your help desk. Refer here for more details.

Detecting duplicate data

Duplicate data detection is crucial for maintaining data integrity and accurate records. The deduplication feature in Zoho Desk helps you find duplicate records in bulk and merge them.  Refer here for more details.

Addressing data security

Addressing data security involves implementing measures and practices to protect sensitive information from unauthorized access, breaches, and other cyber threats. Encryption takes the final stand against attempts to steal your data. It completes data protection by ensuring your data can neither be damaged nor stolen in the unfortunate event of a security breach.. Refer here for more details.

Inactive record management

Inactive record management involves managing records that are no longer in active use or required for daily operations. This encompasses outdated documents, files, or data that must be preserved for prospective reference, even though they do not require frequent access. In Zoho Desk, ticket management is simplified by automating the archiving of follow-up-less tickets over six months old by a deadline.. Refer here for more details.

Integrate data with analytics

Data analysis helps identify inconsistencies. Data analytics can automatically identify and flag inconsistencies within datasets. This helps agents quickly pinpoint errors or anomalies that might go unnoticed, improving the overall data quality. Data analytics can assess the quality of the data in real-time. It can provide metrics on completeness, accuracy, and consistency, giving agents the insights needed to ensure that the data they are working with is reliable. Refer here for more details.

Summing up

Ensuring a clean and accurate database is crucial for the effective operation of Zoho Desk. Data cleaning is not simply a one-time task; it requires a continuous effort to maintain the integrity and reliability of customer information. 


Establishing clear protocols and guidelines for data cleaning will ensure that agents understand their responsibilities and take accountability for upholding data quality. Mastering data cleaning practices will enhance your success.


Please stay tuned for more Desk Module stories.

 

Cheers,

 

Kavya Rao

The Zoho Desk Team

    Access your files securely from anywhere







                            Zoho Developer Community




                                                  • Desk Community Learning Series


                                                  • Digest


                                                  • Functions


                                                  • Meetups


                                                  • Kbase


                                                  • Resources


                                                  • Glossary


                                                  • Desk Marketplace


                                                  • MVP Corner


                                                  • Word of the Day


                                                  • Ask the Experts





                                                            Manage your brands on social media



                                                                  Zoho TeamInbox Resources



                                                                      Zoho CRM Plus Resources

                                                                        Zoho Books Resources


                                                                          Zoho Subscriptions Resources

                                                                            Zoho Projects Resources


                                                                              Zoho Sprints Resources


                                                                                Qntrl Resources


                                                                                  Zoho Creator Resources



                                                                                      Zoho CRM Resources

                                                                                      • CRM Community Learning Series

                                                                                        CRM Community Learning Series


                                                                                      • Kaizen

                                                                                        Kaizen

                                                                                      • Functions

                                                                                        Functions

                                                                                      • Meetups

                                                                                        Meetups

                                                                                      • Kbase

                                                                                        Kbase

                                                                                      • Resources

                                                                                        Resources

                                                                                      • Digest

                                                                                        Digest

                                                                                      • CRM Marketplace

                                                                                        CRM Marketplace

                                                                                      • MVP Corner

                                                                                        MVP Corner







                                                                                          Design. Discuss. Deliver.

                                                                                          Create visually engaging stories with Zoho Show.

                                                                                          Get Started Now


                                                                                            Zoho Show Resources

                                                                                              Zoho Writer

                                                                                              Get Started. Write Away!

                                                                                              Writer is a powerful online word processor, designed for collaborative work.

                                                                                                Zoho CRM コンテンツ



                                                                                                  Nederlandse Hulpbronnen


                                                                                                      ご検討中の方




                                                                                                              • Recent Topics

                                                                                                              • Deluge Learning Series – Best Practices in Deluge | December 2025

                                                                                                                We’re excited to bring you the next session of the Deluge Learning Series, focused entirely on writing cleaner, faster, and more reliable Deluge code. In this edition, we’ll dive deep into the essential best practices every Deluge developer should follow
                                                                                                              • Associate a Contact to a Campaign using deluge?

                                                                                                                If I want to add one record to another related list, which zoho function do I use? zoho.updateRelatedRecord is not it I don't think.  I simply want to take a "Contact" and associate it to a "Campaign" using deluge.  Can anyone help? contactId = 5122008000000796037;
                                                                                                              • Add "Groups" above "Users" in the Zoho Forms Left Menu

                                                                                                                Hi, We have Groups but you have to go to a Form and Share or use the Directory App to manage them, please add "Groups" above "Users" in the Zoho Forms Left Menu so you can manage them in 1 place within Zoho Forms too. Thanks Dan
                                                                                                              • Adding Taxes to paid consultations in Zoho Bookings

                                                                                                                I created a 'paid' consultation under Zoho Booking and integrated it with payment gateways for online/instant payment before a booking is done. How can I add 'taxes' to the price of consultation? I can add taxes to other Zoho apps (liks Books, Checkout,
                                                                                                              • Zoho CRM Reports Module on Mobil App

                                                                                                                I have the mobile app and the reports module doesn't appear in the sidebar for some reason. I saw a Youtube video where the user had the Reports module on mobile. Is there a setting to show it on mobile? Thanks.
                                                                                                              • Inquiry on Help Centre Tab Customisation

                                                                                                                Hi Zoho team, I’m wondering if it’s possible to further customise the Help Center tabs, specifically the descriptions under Knowledge Base, Community, and Tickets. While the current setup allows customising tab names, being able to tailor the descriptions
                                                                                                              • Passing a form object to a function

                                                                                                                Suppose I have a sort_order field in multiple tables and I want to increment it by +1 onCreate of a new record. Is there a way to pass the form object as an argument into the function to keep things DRY? The following function from Zia works, but I'd
                                                                                                              • Can you copy and paste a page within a form?

                                                                                                                I have been looking at trying to copy/duplicate a whole page within a form. I can't see how I can do this without having to add all the data in again. This is very time consuming. Any help would be great.
                                                                                                              • SMS to customers from within Bigin

                                                                                                                Hi All, Is there anyone else crying out for Bigin SMS capability to send an SMS to customers directly from the Bigin interface? We have inbuilt telephony already with call recordings which works well. What's lacking is the ability to send and receive
                                                                                                              • Unable to sort as Descending order

                                                                                                                Trying to change the sort order for a lookup field (checkboxes) from Ascending to Descending and keep getting an error in Deluge that the order must be Ascending Did anyone ran into this? Thanks Eyal
                                                                                                              • How do I copy an email message to one or more other folders?

                                                                                                                I can move a message to another folder using the "move to" option but I can't figure out how to copy a message. 
                                                                                                              • New feature request: Allow copy of email message to another folder

                                                                                                                Hello Zoho team, This is a suggested new feature to allow copy an email message to either another folder or the same folder. Within the same Zoho account. This is not a support request about "label". This is a suggested new feature to allow copies of
                                                                                                              • Hotmail is blocking the zoho mail IP

                                                                                                                Greetings, Since last Tuesday (5 days ago today) I wrote to Zoho support and I still haven't received a single response (Ticket ID: 2056917). Is this how you treat people who pay for your email service? I am making this public so that those who want to
                                                                                                              • Desk DMARC forwarding failure for some senders

                                                                                                                I am not receiving important emails into Desk, because of DMARC errors. Here's what's happening: 1. email is sent from customer e.g. john@doe.com, to my email address, e.g info@acme.com 2. email is delivered successfully to info@acme.com (a shared inbox
                                                                                                              • Creator Simplified #11: Create a custom button to download files

                                                                                                                Hey there! This time, let's see how to create custom buttons to download the files uploaded in the file upload field. Sample use-case A training app has a module that provides the materials for all the available courses. Students can click on the corresponding
                                                                                                              • Hide horizontal lines at bottom of form

                                                                                                                Hi I have a page with 3 forms embedded in html snippets. On each of the forms I can hide the submit button easily but I am left with the horizontal lines that bound that section and I cannot figure out to remove them (see below for the two sets of horizontal
                                                                                                              • Autosaving of Form Field

                                                                                                                HI can anyone suggest a way of autosaving or simulating an autosave function for a specific field in a form. The story is as follows. I have a bunch of technicians who write notes on how they do a repair. Sometimes they write for a couple of hours the troubleshooting process. If they click incorrectly, press ESC, Cancel or the browser crashes the information is lost which can be heartbreaking so my guys use notepad and then copy the information in. The only way around this is to click submit on the
                                                                                                              • Zoho Tracking Image location

                                                                                                                So we've been having an issue with tracking email opens. Specifically in Gmail. Our emails are not that long either, maybe 4 sections of image/250 characters of text/button per section.  But all my test accounts I used via Gmail we're showing opens. But then come to find out the tracking image is at the very bottom of the email. So If the message is clipped (It always just clips our social icons on the bottom) and the user doesn't click the show more button it never tracks the open.  Looking at other
                                                                                                              • AI Interview Insights: Turn Recorded Interviews into Quick Transcripts & Summaries

                                                                                                                Evaluating interviews shouldn’t require replaying long recordings or taking manual notes. With AI Interview Insights, you can now review complete transcripts and AI-generated summaries of your One-way (Recorded) interviews right inside Zoho Recruit. This
                                                                                                              • Employee Appraisal Applicability - Why is Date of Joining Hard-Coded?

                                                                                                                In the new (to me, at least) Performance Appraisal Cycle wizard, it's possible to set criteria to determine for whom the appraisal process should apply. This makes sense on its face. However, one MUST use the Date of Joining criterion as a filter. Why
                                                                                                              • Spotlight series #6: The Show app for Android TV has a new look!

                                                                                                                Hello everyone! We are delighted to introduce our revamped and redesigned Show app for Android TV.  Smart TVs are exploding in popularity. Android TV alone has over 110 million active monthly devices. Zoho Show, as part of a constant effort to improve
                                                                                                              • Ask the Experts 26: Brighten every customer interaction with Zoho Desk all year long

                                                                                                                Hello everyone, Greetings and welcome to Ask the Experts 26. As we wrap up 2025, we are excited to invite you to the 26th episode of our Ask the Expert series. 🎄The Merry Metrics Edition = Best of Zoho Desk [Best Practices + Holiday Automation + Year-End
                                                                                                              • Pricing calculator

                                                                                                                Alright, so I'm trying to create a pricing calculator/pricing report generator to use in a cabinet shop. I did all the logic and such, and the calculator works. I have a few other things that I would need it to be able to do though, I'll do my best to
                                                                                                              • Bug Details

                                                                                                                In the Bug detail the milestoneid is missing
                                                                                                              • Stop completed task lists from disappearing?

                                                                                                                Is there any way to stop projects from making tasks lists disappear when all the tasks in the list are completed? That's one of those little things where we're constantly fighting the product. For instance we have some projects which are ongoing - no start and end date. We use Kanban view to show the various task lists. We don't want the kanban list to disappear every time the items on it happen to be closed out. Thanks
                                                                                                              • Change of Blog Author

                                                                                                                Hi, I am creating the blog post on behalf of my colleague. When I publish the post, it is showing my name as author of the post which is not intended and needs to be changed to my colleague's name. How can I change the name of the author in the blogs?? Thanks, Ramanan
                                                                                                              • Allow customers to choose meeting venue and meeting duration on booking page

                                                                                                                My business primarily involves one-to-one meetings with my clients. Given the hybrid-work world we now find ourselves in, these meetings can take several forms (which I think of as the meeting "venue"): In-person Zoom Phone call I currently handle these
                                                                                                              • Booking outside of scheduled availability

                                                                                                                Is there a way for staff (such as the secretary) to book appointments outside of the scheduled availability? Right now to do this special hours must be set each time. There should be a quicker way. Am I missing something?
                                                                                                              • Operation Questions.

                                                                                                                Hello, I hope you are well. To explain a little, we are a company that sells services and products with a technical team responsible for installation and maintenance. Zoho FSM can be useful for the technical team, namely for the technical coordinator
                                                                                                              • Direct Access and Better Search for Zoho Quartz Recordings

                                                                                                                Hi Zoho Team, We would like to request a few enhancements to improve how Zoho Quartz recordings are accessed and managed after being submitted to Zoho Support. Current Limitation: After submitting a Quartz recording, the related Zoho Support ticket displays
                                                                                                              • Update date & time when a cell is edited

                                                                                                                Hi All, I am desiring to have a cell update with the current date and time when another cell is edited. Any ideas?  Thank you
                                                                                                              • Add "Groups" to "Share With" on Reports & All Entries

                                                                                                                Hi, On Forms we can share Publicly, with Specific Users And/Or Specific Groups or All Users. With Reports and All Entries we lack the "Groups" option, please add this as with many users this saves a lot of work. Thanks Dan
                                                                                                              • Add Pause / Resume Option to Zoho Quartz Recordings

                                                                                                                Hi Zoho Team, We would like to request an enhancement to Zoho Quartz recordings: the ability to pause and resume an ongoing recording. Current Limitation: At the moment, when recording an issue with Zoho Quartz, the recording continues even when we are
                                                                                                              • Custom Fields Not Showing Up in Invoice PDF Template Document Information

                                                                                                                I have added 2 custom fields under Sales > Invoices > Manage Custom Fields. They are set to show in all PDFs. However when I am editing my Invoice PDF template, i do not see the custom fields under Document Information.
                                                                                                              • Tracking Non-Inventory Items

                                                                                                                We have several business locations and currently use zoho inventory to track retail items (sales and purchase orders). We were hoping to use zoho inventory to track our non-inventory items as well (toilet paper, paper towels, etc). I understand that we
                                                                                                              • Can I use a Standalone CRM Function as the Callback URL For Async Export Data API?

                                                                                                                I am creating an export job using this API https://www.zoho.com/analytics/api/v2/bulk-api/export-data-async/create-export/view-id.html There is a "callbackUrl" key in the CONFIG object. I tried copying the URL for a standalone function in CRM which can
                                                                                                              • ZOHO Books

                                                                                                                Hi there, Why after I upgrade my Zoho invoice > Books then i wanted to add plugin which i cannot do. Please advise.
                                                                                                              • How is Your eCommerce Experience w/Zoho Inventory?

                                                                                                                First off, I'm SUPER grateful for the advent of Zoho Inventory and now the Zoho Commerce Suite. Overall, Inventory is a great product, especially for customers without an eCommerce presence. For eCommerce companies (especially those shipping more than ~10 packages/day), however, there are certain drawbacks that keep my clients from moving over to Zoho Inventory: Cons: 1. Invoice + Package Creation from Shopify/Other eCommerce Integrations: Zoho Inventory makes the somewhat perplexing decision to
                                                                                                              • Error AS101 when adding new email alias

                                                                                                                Hi, I am trying to add apple@(mydomain).com The error AS101 is shown while I try to add the alias.
                                                                                                              • Simplify Mass Replies with Predefined Templates and Snippets

                                                                                                                Hello everyone, We are happy to introduce a new enhancement to Mass Reply that helps agents respond to customers quickly and consistently. With the addition of Email Templates and Snippets in the reply window, agents can use predefined messages while
                                                                                                              • Next Page